refactor(linkedin-studio): S30 magnitude-scrub (discrete-% class) — unsourced reach/engagement penalties -> SSOT
Hardening-class, NOT re-hardening: surgical SSOT-reconciliation of discrete percentage penalties/declines stated as fact with no primary source in the SSOT (references/algorithm-signals-reference.md). Same tool-grounded discipline as S27/S28 (read-and-show -> grep-confirm -> re-grep final). Re-grep surfaced drift + same-class siblings beyond the plan's stored list; all surfaced and operator-approved before edit. Scope: the discrete-% reach/engagement-penalty class only. The unsourced "Nx" reach/format MULTIPLIER class (~50 instances across ~15 files) is a separate, larger pass -> deferred to S31 (operator: run everything, across multiple sessions). HARDEN (20 edits, 7 files): - linkedin-formats.md (5): :6 47-50% decline + :7 15%->31% feed-share -> directional; :176 AI-comment 30%/55% -> ~45% less engagement (correlational, medium); :231/:279 hashtags -68% -> diminishing returns, no discrete figure. - linkedin-growth-playbook (6): :158 47-50% decline (twin of formats:6) + :166 hashtags -68% + :224/:225 post-length 25%/32% + :435/:828 posting-frequency 25% -> directional, no discrete figure. (:221 1.17x multiplier folded in per operator approval; the rest of the multiplier class -> S31.) - glossary.md (2): :91 engagement-bait -30-50% + :235 topic-gap -15-25% -> "correlate with lower reach, no discrete figure". - engagement-coach.md (2): :195 55% + :455 -30%/-55% AI-comment -> ~45% less engagement (correlational), actively suppressed. - post-feedback-monitor.md (1): :330 -25%/post -> "tends to split your own audience". - ab-testing-framework.md (1): :66 hashtags -68% -> no discrete figure. - poll-strategy-guide.md (2): :20 / :205 poll-overuse penalty -> declining effectiveness (directional). KEPT INTACT (operator-locked / different class): engagement-pod + AI-slop suppression framing (SSOT high-confidence); firsthour:112 (no number); poll:206 / poll:3 (qualitative); growth:567 conversion-rate; formats:268 list item. VERIFY: discrete-% penalty/decline class re-grep across the 7 files -> NONE; leave-items intact; bash scripts/test-runner.sh -> Passed 81 / Failed 0 / Warnings 0, exit 0; counts 29/19/26/6 + v0.5.0 unchanged (.md prose only). Disposition: FIXED (20 edits, 7 files), one atomic commit, local (push held). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_016qgzo6rxthw7KuxHjn5vyE
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## Critical Context: The Algorithm Revolution
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**The 2025-2026 Shift:**
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- Organic reach declined 47-50% for average users
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- Top 1% of creators: content rose from 15% to 31% of all feeds
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- Organic reach declined sharply platform-wide (directional; exact YoY varies by source — see `references/algorithm-signals-reference.md`)
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- Feed distribution concentrated further toward top creators (directional; no single sourced figure)
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- Algorithm now prioritizes topical authority over everything else
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- Dwell time became the golden metric
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- External links in the body correlate with lower reach (see `references/algorithm-signals-reference.md`)
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@ -173,7 +173,7 @@ The first hour after posting determines 70% of your post's total reach. See the
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4. **Comments <15 words** (Medium signal)
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5. **Reactions** (Lower signal - baseline engagement unit; see `references/algorithm-signals-reference.md`)
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**AI-generated generic comments reduce reach by 30% and engagement by 55%**
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**AI-generated generic comments correlate with ~45% less engagement (correlational, medium confidence) and are actively suppressed; no separate sourced reach figure — see `references/algorithm-signals-reference.md`**
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### Dwell Time: The Golden Metric
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@ -228,7 +228,7 @@ Algorithm prioritizes content that keeps users on platform longer.
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**Current function:**
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- Metadata only, not discovery
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- Use 3-4 relevant hashtags (5+ hashtags = -68% reach)
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- Use 3-4 relevant hashtags (more shows diminishing returns; no primary source for a discrete figure)
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- Focus on keyword-driven SEO throughout content
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- Actual words in your post matter MORE than hashtags
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@ -276,7 +276,7 @@ Immediate engagement in first hour is critical for triggering subsequent waves.
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- Compound authority over time
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**Hashtag guidance (updated for 2026):**
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- Use 3-4 relevant hashtags (5+ hashtags = -68% reach)
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- Use 3-4 relevant hashtags (more shows diminishing returns; no primary source for a discrete figure)
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- Focus on keyword-driven SEO throughout post
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- Actual words matter more than hashtags
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- Don't rely on hashtags for discovery
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